End of training
Browse files- README.md +79 -0
- config.json +0 -0
- model.safetensors +3 -0
- preprocessor_config.json +22 -0
- training_args.bin +3 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: microsoft/swinv2-large-patch4-window12-192-22k
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: swinv2-plantclef
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# swinv2-plantclef
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This model is a fine-tuned version of [microsoft/swinv2-large-patch4-window12-192-22k](https://huggingface.co/microsoft/swinv2-large-patch4-window12-192-22k) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.7612
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- Accuracy: 0.7096
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- F1: 0.7075
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 64
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- eval_batch_size: 64
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 16
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:------:|:---------------:|:--------:|:------:|
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| 1.8047 | 1.0 | 19801 | 1.6662 | 0.5999 | 0.5944 |
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| 1.4078 | 2.0 | 39602 | 1.4697 | 0.6442 | 0.6393 |
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| 1.0698 | 3.0 | 59403 | 1.3977 | 0.6636 | 0.6606 |
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| 0.8149 | 4.0 | 79204 | 1.3933 | 0.6759 | 0.6724 |
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| 0.5556 | 5.0 | 99005 | 1.4412 | 0.6780 | 0.6760 |
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| 0.4028 | 6.0 | 118806 | 1.5032 | 0.6806 | 0.6785 |
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| 0.2776 | 7.0 | 138607 | 1.5777 | 0.6808 | 0.6791 |
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| 0.1973 | 8.0 | 158408 | 1.6136 | 0.6852 | 0.6834 |
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| 0.1357 | 9.0 | 178209 | 1.6761 | 0.6858 | 0.6836 |
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| 0.0892 | 10.0 | 198010 | 1.7073 | 0.6897 | 0.6879 |
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| 0.0673 | 11.0 | 217811 | 1.7313 | 0.6930 | 0.6913 |
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| 0.0522 | 12.0 | 237612 | 1.7440 | 0.6976 | 0.6958 |
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| 0.0263 | 13.0 | 257413 | 1.7616 | 0.7007 | 0.6987 |
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| 0.0181 | 14.0 | 277214 | 1.7694 | 0.7038 | 0.7019 |
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| 0.0163 | 15.0 | 297015 | 1.7671 | 0.7076 | 0.7057 |
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| 0.01 | 16.0 | 316816 | 1.7612 | 0.7096 | 0.7075 |
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### Framework versions
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- Transformers 4.46.2
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- Pytorch 2.5.0
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- Datasets 3.1.0
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- Tokenizers 0.20.1
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config.json
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c363dd16f6ae1c37c23da702ccced675f3d27cef3c409c26bcc2399341007d81
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size 828865536
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preprocessor_config.json
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{
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"do_normalize": true,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.485,
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0.456,
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0.406
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],
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"image_processor_type": "ViTImageProcessor",
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"image_std": [
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0.229,
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0.224,
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0.225
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],
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"resample": 3,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"height": 192,
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"width": 192
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}
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:8271b06b47a6efa2c4edb5c74a702b5d2d5476b5c4d0fe6a23d0c87442cb6280
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size 5240
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